/* * SPDX-FileCopyrightText: Copyright 2010-2023 Arm Limited and/or its affiliates <open-source-office@arm.com> * * SPDX-License-Identifier: Apache-2.0 * * Licensed under the Apache License, Version 2.0 (the License); you may * not use this file except in compliance with the License. * You may obtain a copy of the License at * * www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an AS IS BASIS, WITHOUT * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include "arm_nnfunctions.h" #include "unity.h" #include "../TestData/avgpooling/test_data.h" #include "../TestData/avgpooling_1/test_data.h" #include "../TestData/avgpooling_2/test_data.h" #include "../TestData/avgpooling_3/test_data.h" #include "../TestData/avgpooling_4/test_data.h" #include "../TestData/avgpooling_5/test_data.h" #include "../Utils/validate.h" void avgpooling_arm_avgpool_s8(void) { const arm_cmsis_nn_status expected = ARM_CMSIS_NN_SUCCESS; int8_t output[AVGPOOLING_DST_SIZE] = {0}; cmsis_nn_context ctx; cmsis_nn_pool_params pool_params; cmsis_nn_dims input_dims; cmsis_nn_dims filter_dims; cmsis_nn_dims output_dims; const int8_t *input_data = avgpooling_input; input_dims.n = AVGPOOLING_INPUT_BATCHES; input_dims.w = AVGPOOLING_INPUT_W; input_dims.h = AVGPOOLING_INPUT_H; input_dims.c = AVGPOOLING_IN_CH; filter_dims.w = AVGPOOLING_FILTER_X; filter_dims.h = AVGPOOLING_FILTER_Y; output_dims.w = AVGPOOLING_OUTPUT_W; output_dims.h = AVGPOOLING_OUTPUT_H; output_dims.c = AVGPOOLING_OUT_CH; pool_params.padding.w = AVGPOOLING_PAD_X; pool_params.padding.h = AVGPOOLING_PAD_Y; pool_params.stride.w = AVGPOOLING_STRIDE_X; pool_params.stride.h = AVGPOOLING_STRIDE_Y; pool_params.activation.min = AVGPOOLING_OUT_ACTIVATION_MIN; pool_params.activation.max = AVGPOOLING_OUT_ACTIVATION_MAX; ctx.size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_OUTPUT_W, AVGPOOLING_IN_CH); ctx.buf = malloc(ctx.size); arm_cmsis_nn_status result = arm_avgpool_s8(&ctx, &pool_params, &input_dims, input_data, &filter_dims, &output_dims, output); if (ctx.buf) { // The caller is responsible to clear the scratch buffers for security reasons if applicable. memset(ctx.buf, 0, ctx.size); free(ctx.buf); } TEST_ASSERT_EQUAL(expected, result); TEST_ASSERT_TRUE(validate(output, avgpooling_output_ref, AVGPOOLING_DST_SIZE)); } void avgpooling_1_arm_avgpool_s8(void) { const arm_cmsis_nn_status expected = ARM_CMSIS_NN_SUCCESS; int8_t output[AVGPOOLING_1_DST_SIZE] = {0}; cmsis_nn_context ctx; cmsis_nn_pool_params pool_params; cmsis_nn_dims input_dims; cmsis_nn_dims filter_dims; cmsis_nn_dims output_dims; const int8_t *input_data = avgpooling_1_input; input_dims.n = AVGPOOLING_1_INPUT_BATCHES; input_dims.w = AVGPOOLING_1_INPUT_W; input_dims.h = AVGPOOLING_1_INPUT_H; input_dims.c = AVGPOOLING_1_IN_CH; filter_dims.w = AVGPOOLING_1_FILTER_X; filter_dims.h = AVGPOOLING_1_FILTER_Y; output_dims.w = AVGPOOLING_1_OUTPUT_W; output_dims.h = AVGPOOLING_1_OUTPUT_H; output_dims.c = AVGPOOLING_1_OUT_CH; pool_params.padding.w = AVGPOOLING_1_PAD_X; pool_params.padding.h = AVGPOOLING_1_PAD_Y; pool_params.stride.w = AVGPOOLING_1_STRIDE_X; pool_params.stride.h = AVGPOOLING_1_STRIDE_Y; pool_params.activation.min = AVGPOOLING_1_OUT_ACTIVATION_MIN; pool_params.activation.max = AVGPOOLING_1_OUT_ACTIVATION_MAX; ctx.size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_1_OUTPUT_W, AVGPOOLING_1_IN_CH); ctx.buf = malloc(ctx.size); arm_cmsis_nn_status result = arm_avgpool_s8(&ctx, &pool_params, &input_dims, input_data, &filter_dims, &output_dims, output); if (ctx.buf) { memset(ctx.buf, 0, ctx.size); free(ctx.buf); } TEST_ASSERT_EQUAL(expected, result); TEST_ASSERT_TRUE(validate(output, avgpooling_1_output_ref, AVGPOOLING_1_DST_SIZE)); } void avgpooling_2_arm_avgpool_s8(void) { const arm_cmsis_nn_status expected = ARM_CMSIS_NN_SUCCESS; int8_t output[AVGPOOLING_2_DST_SIZE] = {0}; cmsis_nn_context ctx; cmsis_nn_pool_params pool_params; cmsis_nn_dims input_dims; cmsis_nn_dims filter_dims; cmsis_nn_dims output_dims; const int8_t *input_data = avgpooling_2_input; input_dims.n = AVGPOOLING_2_INPUT_BATCHES; input_dims.w = AVGPOOLING_2_INPUT_W; input_dims.h = AVGPOOLING_2_INPUT_H; input_dims.c = AVGPOOLING_2_IN_CH; filter_dims.w = AVGPOOLING_2_FILTER_X; filter_dims.h = AVGPOOLING_2_FILTER_Y; output_dims.w = AVGPOOLING_2_OUTPUT_W; output_dims.h = AVGPOOLING_2_OUTPUT_H; output_dims.c = AVGPOOLING_2_OUT_CH; pool_params.padding.w = AVGPOOLING_2_PAD_X; pool_params.padding.h = AVGPOOLING_2_PAD_Y; pool_params.stride.w = AVGPOOLING_2_STRIDE_X; pool_params.stride.h = AVGPOOLING_2_STRIDE_Y; pool_params.activation.min = AVGPOOLING_2_OUT_ACTIVATION_MIN; pool_params.activation.max = AVGPOOLING_2_OUT_ACTIVATION_MAX; ctx.size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_2_OUTPUT_W, AVGPOOLING_2_IN_CH); ctx.buf = malloc(ctx.size); arm_cmsis_nn_status result = arm_avgpool_s8(&ctx, &pool_params, &input_dims, input_data, &filter_dims, &output_dims, output); if (ctx.buf) { memset(ctx.buf, 0, ctx.size); free(ctx.buf); } TEST_ASSERT_EQUAL(expected, result); TEST_ASSERT_TRUE(validate(output, avgpooling_2_output_ref, AVGPOOLING_2_DST_SIZE)); } void avgpooling_3_arm_avgpool_s8(void) { const arm_cmsis_nn_status expected = ARM_CMSIS_NN_SUCCESS; int8_t output[AVGPOOLING_3_DST_SIZE] = {0}; cmsis_nn_context ctx; cmsis_nn_pool_params pool_params; cmsis_nn_dims input_dims; cmsis_nn_dims filter_dims; cmsis_nn_dims output_dims; const int8_t *input_data = avgpooling_3_input; input_dims.n = AVGPOOLING_3_INPUT_BATCHES; input_dims.w = AVGPOOLING_3_INPUT_W; input_dims.h = AVGPOOLING_3_INPUT_H; input_dims.c = AVGPOOLING_3_IN_CH; filter_dims.w = AVGPOOLING_3_FILTER_X; filter_dims.h = AVGPOOLING_3_FILTER_Y; output_dims.w = AVGPOOLING_3_OUTPUT_W; output_dims.h = AVGPOOLING_3_OUTPUT_H; output_dims.c = AVGPOOLING_3_OUT_CH; pool_params.padding.w = AVGPOOLING_3_PAD_X; pool_params.padding.h = AVGPOOLING_3_PAD_Y; pool_params.stride.w = AVGPOOLING_3_STRIDE_X; pool_params.stride.h = AVGPOOLING_3_STRIDE_Y; pool_params.activation.min = AVGPOOLING_3_OUT_ACTIVATION_MIN; pool_params.activation.max = AVGPOOLING_3_OUT_ACTIVATION_MAX; ctx.size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_3_OUTPUT_W, AVGPOOLING_3_IN_CH); ctx.buf = malloc(ctx.size); arm_cmsis_nn_status result = arm_avgpool_s8(&ctx, &pool_params, &input_dims, input_data, &filter_dims, &output_dims, output); if (ctx.buf) { memset(ctx.buf, 0, ctx.size); free(ctx.buf); } TEST_ASSERT_EQUAL(expected, result); TEST_ASSERT_TRUE(validate(output, avgpooling_3_output_ref, AVGPOOLING_3_DST_SIZE)); } void avgpooling_4_arm_avgpool_s8(void) { const arm_cmsis_nn_status expected = ARM_CMSIS_NN_SUCCESS; int8_t output[AVGPOOLING_4_DST_SIZE] = {0}; cmsis_nn_context ctx; cmsis_nn_pool_params pool_params; cmsis_nn_dims input_dims; cmsis_nn_dims filter_dims; cmsis_nn_dims output_dims; const int8_t *input_data = avgpooling_4_input; input_dims.n = AVGPOOLING_4_INPUT_BATCHES; input_dims.w = AVGPOOLING_4_INPUT_W; input_dims.h = AVGPOOLING_4_INPUT_H; input_dims.c = AVGPOOLING_4_IN_CH; filter_dims.w = AVGPOOLING_4_FILTER_X; filter_dims.h = AVGPOOLING_4_FILTER_Y; output_dims.w = AVGPOOLING_4_OUTPUT_W; output_dims.h = AVGPOOLING_4_OUTPUT_H; output_dims.c = AVGPOOLING_4_OUT_CH; pool_params.padding.w = AVGPOOLING_4_PAD_X; pool_params.padding.h = AVGPOOLING_4_PAD_Y; pool_params.stride.w = AVGPOOLING_4_STRIDE_X; pool_params.stride.h = AVGPOOLING_4_STRIDE_Y; pool_params.activation.min = AVGPOOLING_4_OUT_ACTIVATION_MIN; pool_params.activation.max = AVGPOOLING_4_OUT_ACTIVATION_MAX; ctx.size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_4_OUTPUT_W, AVGPOOLING_4_IN_CH); ctx.buf = malloc(ctx.size); arm_cmsis_nn_status result = arm_avgpool_s8(&ctx, &pool_params, &input_dims, input_data, &filter_dims, &output_dims, output); if (ctx.buf) { memset(ctx.buf, 0, ctx.size); free(ctx.buf); } TEST_ASSERT_EQUAL(expected, result); TEST_ASSERT_TRUE(validate(output, avgpooling_4_output_ref, AVGPOOLING_4_DST_SIZE)); } void avgpooling_5_arm_avgpool_s8(void) { const arm_cmsis_nn_status expected = ARM_CMSIS_NN_SUCCESS; int8_t output[AVGPOOLING_5_DST_SIZE] = {0}; cmsis_nn_context ctx; cmsis_nn_pool_params pool_params; cmsis_nn_dims input_dims; cmsis_nn_dims filter_dims; cmsis_nn_dims output_dims; const int8_t *input_data = avgpooling_5_input; input_dims.n = AVGPOOLING_5_INPUT_BATCHES; input_dims.w = AVGPOOLING_5_INPUT_W; input_dims.h = AVGPOOLING_5_INPUT_H; input_dims.c = AVGPOOLING_5_IN_CH; filter_dims.w = AVGPOOLING_5_FILTER_X; filter_dims.h = AVGPOOLING_5_FILTER_Y; output_dims.w = AVGPOOLING_5_OUTPUT_W; output_dims.h = AVGPOOLING_5_OUTPUT_H; output_dims.c = AVGPOOLING_5_OUT_CH; pool_params.padding.w = AVGPOOLING_5_PAD_X; pool_params.padding.h = AVGPOOLING_5_PAD_Y; pool_params.stride.w = AVGPOOLING_5_STRIDE_X; pool_params.stride.h = AVGPOOLING_5_STRIDE_Y; pool_params.activation.min = AVGPOOLING_5_OUT_ACTIVATION_MIN; pool_params.activation.max = AVGPOOLING_5_OUT_ACTIVATION_MAX; ctx.size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_5_OUTPUT_W, AVGPOOLING_5_IN_CH); ctx.buf = malloc(ctx.size); arm_cmsis_nn_status result = arm_avgpool_s8(&ctx, &pool_params, &input_dims, input_data, &filter_dims, &output_dims, output); if (ctx.buf) { memset(ctx.buf, 0, ctx.size); free(ctx.buf); } TEST_ASSERT_EQUAL(expected, result); TEST_ASSERT_TRUE(validate(output, avgpooling_5_output_ref, AVGPOOLING_5_DST_SIZE)); } void buffer_size_mve_arm_avgpool_s8(void) { #if defined(ARM_MATH_MVEI) const int32_t buf_size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_5_OUTPUT_W, AVGPOOLING_5_IN_CH); const int32_t mve_buf_size = arm_avgpool_s8_get_buffer_size_mve(AVGPOOLING_5_OUTPUT_W, AVGPOOLING_5_IN_CH); TEST_ASSERT_EQUAL(buf_size, mve_buf_size); #endif } void buffer_size_dsp_arm_avgpool_s8(void) { #if defined(ARM_MATH_DSP) && !defined(ARM_MATH_MVEI) const int32_t buf_size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_5_OUTPUT_W, AVGPOOLING_5_IN_CH); const int32_t dsp_buf_size = arm_avgpool_s8_get_buffer_size_dsp(AVGPOOLING_5_OUTPUT_W, AVGPOOLING_5_IN_CH); TEST_ASSERT_EQUAL(buf_size, dsp_buf_size); #endif } void avgpooling_param_fail_arm_avgpool_s8(void) { const arm_cmsis_nn_status expected = ARM_CMSIS_NN_ARG_ERROR; int8_t output[AVGPOOLING_5_DST_SIZE] = {0}; cmsis_nn_context ctx; cmsis_nn_pool_params pool_params; cmsis_nn_dims input_dims; cmsis_nn_dims filter_dims; cmsis_nn_dims output_dims; const int8_t *input_data = avgpooling_5_input; input_dims.n = -AVGPOOLING_5_INPUT_BATCHES; input_dims.w = AVGPOOLING_5_INPUT_W; input_dims.h = AVGPOOLING_5_INPUT_H; input_dims.c = AVGPOOLING_5_IN_CH; filter_dims.w = AVGPOOLING_5_FILTER_X; filter_dims.h = AVGPOOLING_5_FILTER_Y; output_dims.w = AVGPOOLING_5_OUTPUT_W; output_dims.h = AVGPOOLING_5_OUTPUT_H; output_dims.c = AVGPOOLING_5_OUT_CH; pool_params.padding.w = AVGPOOLING_5_PAD_X; pool_params.padding.h = AVGPOOLING_5_PAD_Y; pool_params.stride.w = AVGPOOLING_5_STRIDE_X; pool_params.stride.h = AVGPOOLING_5_STRIDE_Y; pool_params.activation.min = AVGPOOLING_5_OUT_ACTIVATION_MIN; pool_params.activation.max = AVGPOOLING_5_OUT_ACTIVATION_MAX; ctx.size = arm_avgpool_s8_get_buffer_size(AVGPOOLING_5_OUTPUT_W, AVGPOOLING_5_IN_CH); ctx.buf = malloc(ctx.size); arm_cmsis_nn_status result = arm_avgpool_s8(&ctx, &pool_params, &input_dims, input_data, &filter_dims, &output_dims, output); if (ctx.buf) { memset(ctx.buf, 0, ctx.size); free(ctx.buf); } TEST_ASSERT_EQUAL(expected, result); }